{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nilmtk import *\n",
    "from nilmtk.disaggregate import fhmm_exact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "train = DataSet('/data/REDD/redd.h5')\n",
    "test = DataSet('/data/REDD/redd.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "building = 2\n",
    "train.set_window(end=\"30-4-2011\")\n",
    "test.set_window(start=\"30-4-2011\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_elec = train.buildings[building].elec\n",
    "test_elec = test.buildings[building].elec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/ipykernel/pylab/config.py:66: DeprecationWarning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "  inline backend.\"\"\"\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/ipykernel/pylab/config.py:71: DeprecationWarning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "  'retina', 'jpeg', 'svg', 'pdf'.\"\"\")\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/ipykernel/pylab/config.py:85: DeprecationWarning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "  use `figure_formats` instead)\"\"\")\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/ipykernel/pylab/config.py:95: DeprecationWarning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "  \"\"\"\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/ipykernel/pylab/config.py:114: DeprecationWarning: metadata {'config': True} was set from the constructor.  Metadata should be set using the .tag() method, e.g., Int().tag(key1='value1', key2='value2')\n",
      "  \"\"\")\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/ipykernel/pylab/config.py:44: DeprecationWarning: InlineBackend._config_changed is deprecated: use @observe and @unobserve instead.\n",
      "  def _config_changed(self, name, old, new):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/traitlets/traitlets.py:770: DeprecationWarning: A parent of InlineBackend._config_changed has adopted the new @observe(change) API\n",
      "  clsname, change_or_name), DeprecationWarning)\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:96: DeprecationWarning: DisplayFormatter._formatters_default is deprecated: use @default decorator instead.\n",
      "  def _formatters_default(self):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:675: DeprecationWarning: PlainTextFormatter._deferred_printers_default is deprecated: use @default decorator instead.\n",
      "  def _deferred_printers_default(self):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:667: DeprecationWarning: PlainTextFormatter._singleton_printers_default is deprecated: use @default decorator instead.\n",
      "  def _singleton_printers_default(self):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:670: DeprecationWarning: PlainTextFormatter._type_printers_default is deprecated: use @default decorator instead.\n",
      "  def _type_printers_default(self):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:670: DeprecationWarning: PlainTextFormatter._type_printers_default is deprecated: use @default decorator instead.\n",
      "  def _type_printers_default(self):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:675: DeprecationWarning: PlainTextFormatter._deferred_printers_default is deprecated: use @default decorator instead.\n",
      "  def _deferred_printers_default(self):\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nipunbatra/git/nilmtk/nilmtk/utils.py:390: FutureWarning: fill_method is deprecated to .resample()\n",
      "the new syntax is .resample(...).ffill(limit=1)\n",
      "  data = data.resample(**resample_kwargs)\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/dateutil/rrule.py:470: DeprecationWarning: Using both 'count' and 'until' is inconsistent with RFC 2445 and has been deprecated in dateutil. Future versions will raise an error.\n",
      "  \"raise an error.\", DeprecationWarning)\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:90: DeprecationWarning: DisplayFormatter._ipython_display_formatter_default is deprecated: use @default decorator instead.\n",
      "  def _ipython_display_formatter_default(self):\n",
      "/Users/nipunbatra/anaconda/lib/python2.7/site-packages/IPython/core/formatters.py:667: DeprecationWarning: PlainTextFormatter._singleton_printers_default is deprecated: use @default decorator instead.\n",
      "  def _singleton_printers_default(self):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1116017d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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UFACCgoIQQqDTqeGrPFBX2U0oc5PCEZX9vrCXwvSjjz5ixIgRPPPMM3Tt2pVmzZrh7+/P\nJ598AkBkZCRr165l2rRphISE0LZtWw4cOFCs/a+++orGjRvTv39/8vLymDp1Ks2bN+fee++lbt26\n9OzZk+PHjwNGs9fgwYO58cYbCQkJISkpifXr13PrrbcSGBjIK6+8wtKlSytkem51pFzSl5YnQghZ\nEeeUej2V0H+Hkv1WNrX9apf78RWVk5yceHbujOY3nymM6zpOmSMVFY4Qgl9+gbCwobRqNd+q3Fb6\nUqVJuAmlSSgcUdnNTQqFPZSQUCjKAfXyoPBWlJBwE2qdhEKhqIooIeEmlLlJoVBURZSQcBNKk1Ao\nFFURJSTcjNIkFApFVUIJCTehNAiFbdSsJoV3o4SEm1DmJoVt1P2g8G6UkHATynGtqGps376dVq1a\nuVRXZZOruigh4SaUJqFwSCW/L5o2bcqmTZusyjp37syRI0dcbsNRNjmV79p7UUJCofAg6qVB4e0o\nIeEmlLlJ4Rjvuy+KmpD+/PNP7rzzToKCghg4cCCDBg2y0g6klEyfPp2wsDAaNWrE119/DRgTDC1a\ntIh///vfBAYG0q9fv/I+FUUZUELCTShzk8I23n0/mE1I+fn5DBgwgL/97W+kpqYyePBg/ve//1nV\nTUpKIjMzk8TERGbPns2LL75Ieno6zz77LE899RSvv/46GRkZrFy5siJORVFKfCu6A1UFpUkobOP6\n/SA2b3bPEWNi3NKOJTt27ECv12u5rR999NFiKURr1KjB22+/jU6no3fv3txwww0cO3ZMpRr1cpSQ\ncDNKk1BYI4v8dVDTA4O7u7h48SKNGjWyKis6myk0NNQqEZC/vz9ZWVnl0j+F51DmJjehNAiFI7x9\nSV14eLiWtc7MuXPnXN7f0cwnReXGo0JCCDFHCHFJCHHAouwdIcR5IcSfps+DFtveFEKcEEIcEUL0\ntCi/UwhxQAhxXAjxsSf7XFqUuUlhC2/SLPPy8sjNzdU++fn52rYOHTrg4+PDZ599hl6vZ+XKleze\nvdvltsPCwjh9+rQnuq3wMC4JCSGETgjRVgjxkBCihxCigYvtzwN62SifLqW80/RZbzpGK2Ag0Aro\nDXwuCl8/vgBGSilbAC2EELbarFCU41phG9fNTRXNQw89hL+/v/Z59913NQ3Az8+P7777jtmzZxMc\nHExcXBx9+/Z1mELUUnsYOXIkhw4dIiQkhAEDBnj8XBTuw6FPQgjRDHgDuB84ASQDtTAO1NnATGC+\nlNJga38p5XYhRJStpm2U9QOWSCkLgLNCiBNAeyFEPBAgpdxjqrcA6A/86PTsyhGlSSi8mTNnzjit\nc+edd7J3717t97333kvfvn0B6NatGwkJCVb1LTWH5s2bW+2r8B6caRKTgYVAMyllLynl01LKx6WU\nrYFHgCDgmVIc9yUhxD4hxGwhRJCprBFgaeS8YCprBJy3KD9vKlMovADv0SScsXXrVi5duoRer2f+\n/Pn89ddfPPjgg853VHg1DjUJKeVgB9suA6XxD3wOvCullEKIycBHwN9L0Y5dJk6cqH2PiYkhphxm\njShzk8I2Ved+OHbsGAMHDiQ7O5sbb7yRb7/9lrCwsIrulqKU7N6dxNKlE53Wc2Zu2g/8avr8JqV0\nrpM6QUqZbPFzFrDa9P0CYDmnrrGpzF65XSyFRHmhzE0KR1SFuT3PPvsszz77bEV3Q+Em2rdvyLBh\nE7XfkyZNslnPmbnpKWAf8ADwoxDighBihRDiFSHEPS72RWDxjAghGlpsGwAcNH1fBQwSQtQQQjQF\nmgO7pZRJQLoQor3JkT0UqHRLNpUmobBF4f2g7guFd+LM3HQQ4yD+FYAQoh4wCIgFpgE+jvYXQsQB\nMUCoECIBeAfoLoS4AzAAZ4HnTcc6LIRYBhwG8oFRsvAJexH4GqPTfK15RlRlRGkSCmvU/aDwbpyZ\nm3yAtkBHoBPQDKOpZzaww1njUsohNornOaj/AfCBjfI/gNudHa8iURqEQqGoijgLy5GJ8c3+M2Cs\nO3wSVRVlblLYRpmbFN6NMyExEuiAcfbRCCHEHowaxA4ppUPncXVDOa4VtlH3g8K7cei4llIullL+\nn5SyE/AgxplILYDNpkVuChNKk1BUVebPn0+XLl3K5VhxcXFq7UUlw2lYDiFEHSFED2AMxtXXY4As\nCqeuKixQmoTCEvNLg6jk90V0dDT+/v4EBgYSEBBAYGAg//d//6dtL2uAvvj4eHQ6HQaDzeAMGkOG\nDGH9evfNS1G5t8uOM8f1XoxrFH4HfsO48G2nlFLF/y2C0iAUtvGO+0IIwZo1a+jevbtH2pdSIoRw\n+Jzo9Xp8fBxOmCz1cRWlx5kmMQyoL6V8UEr5rpTyZyUgbKPMTQpvx9V79+jRo/Ts2ZPQ0FBatWrF\n8uXLtW05OTm8+uqrREdHU7duXbp27UpOTg7dunUDoG7dugQGBrJr1y7mz59P586dGTNmDPXq1WPS\npEnFTFuHDh3SjhUeHs7UqVNt9mnt2rXceuutBAYGEhkZyfTp08nOzqZPnz4kJiZq2lFSUhJ5eXnE\nxsbSqFEjGjduzCuvvKJFvL3llltYu3at1q5er6dBgwbs27cPgJ07d9KpUyeCg4Np27YtW7ZsKdlF\n9kKcCYnWjjYKIZoJITq7sT9ei3JcK2xTtWY3ZWdn07NnT55++mlSUlJYsmQJo0aN4ujRowC8+uqr\n7N27l507d5KWlsa///1vfHx82Lp1KwAZGRlkZGRwzz3Gtbi7du2iefPmXL58mXHjxgGFpq2srCwe\neOAB+vTpw8WLFzl58iT33XefzX79/e9/Z9asWWRkZHDw4EF69OiBv78/69atIyIigszMTDIyMmjY\nsCGTJ09m9+7dHDhwgP3797N7924mT54MwODBg4mLi9PaXb9+PfXr1+eOO+7gwoULPPzww0yYMIG0\ntDSmTZvGY489xpUrVzxzsSsJzmY3hQL7hBB/AH9QGAW2OdANSAHGerSHXobSJBTWuH4/bBab3XLE\nGBlTqv369++Pr6+vZqL58MMPGTlypFWdH374gaZNmzJ06FAA2rRpw2OPPcby5csZP3488+bNY/fu\n3TRsaAyscO+991rtX9T806hRI0aNGgVQLOz4Dz/8QHh4OLGxsYAxPWq7du1s9r1GjRocOnSI22+/\nnaCgIO644w675xkXF8dnn31GaGgoAO+88w7PP/88kyZNYsiQIbRt25acnBxq1arF4sWLGTzYGMJu\n0aJFPPTQQ/TqZcxUcN9993H33Xezdu1annmmNHFOvQNnK67/I4T4L9AD42K61sB14AjwjJQywdH+\n1QmlQSjKSmkHd3excuVKpz6J+Ph4du7cSUhICGAc9PV6PUOHDiUlJYWcnBxuvPFGl4/pyKl87tw5\nmjVr5lI73377Le+99x5vvPEGbdq04YMPPigmoMwkJibSpEkT7XdUVBQXL14EoFmzZtxyyy2sXr2a\nhx9+mFWrVvHee+8BxnNftmwZq1cb5+xIKSkoKKBHjx4u9dFbcZrjWkqpB34yfRR2UOYmhS28ZXYT\nuKYFR0ZGEhMTw48/Fk/nIqWkdu3anDp1ittvtw6QYM957MipHBkZyZIlS5z2CeCuu+7i+++/R6/X\n8+mnnzJw4EASEhJstt+oUSPi4+Np1aoVYBz8IyIitO2DBg0iLi4OvV7PrbfeStOmTbX+DB06lJkz\nZ7rUp6qCynHtJpTjWmGbqnU/PPzwwxw/fpyFCxdSUFBAfn4+v//+O8eOHUMIwYgRIxgzZgwXL17E\nYDCwc+dO8vPzqV+/PjqdjlOnTpXoWElJSXzyySfk5eWRlZVlM2Vqfn4+cXFxZGRk4OPjQ0BAgDZL\nKiwsjCtXrpCRkaHVHzRoEJMnTyYlJYWUlBTee+89K3PRoEGD2LBhA1988QVDhhRGFnr66adZvXo1\nGzZswGAwkJOTw5YtW0hMTCzNpfQalJBwE0qTUHg7ffv2JTAwUPs89thjxerccMMNbNiwgSVLlhAR\nEUFERARjx44lNzcXgGnTpnH77bfTrl07QkNDGTt2LAaDgdq1azNu3Dg6depESEiIS/mxb7jhBn76\n6SdWrVpFw4YNadGiBZs3b7ZZ95tvvqFp06bUrVuXr776ikWLFgHQsmVLBg8ezI033khISAhJSUmM\nHz+eu+++m9atW9OmTRvuvvtuzWkO0LBhQzp06MDOnTt58skntfLGjRuzcuVK3n//ferXr09UVBTT\npk1zuvbD2xHO3nyFEDrgcSnlsvLpUtkQQsiKeJvfn7SfO2bewdEXj9KyXstyP76icpKZ+Sd//HEX\nu3Vv8Ua395WmqahwhBD88guEhQ2lVav5VuVSymL2OaeahCl/9evu7WbVQ2kQCtuo+0Lh3bhqbvpZ\nCPGaECJSCBFi/ni0Z16GMjcpHOENjmuFwhZOZzeZMBvmXrQok4Drc92qOFXZcX0u/RwhtUOoU6NO\nRXfF66iK94OieuGSJiGlbGrjowSEDaqiJtHk4yaMWjuqorvhpVS9+0FRvXBJSAgh/IUQ44UQ5jSm\nNwkhHvZs17yLqv7GmHo91T0NHT0Kjzzinra8iqp9fyiqLq76JOYBeRjTmIIxhelkj/TIS6nK5iYA\nH+Gm6JwHDsDq1VBFr1Nxqst5KqoqrgqJZlLKfwP5AFLKbEDF37WgqjuudcJNS2pMMX0whUGo+lTt\nlwdF1cfVJz9PCFEb0x0vhGgG5HqsV15IVdck3CYkzNcnOdk97VVyvCksh0JhC1ef/InAeiBSCLEI\n2IhaO2ETpUk4wSwkqqgwtUsVSHzzwgsvMGXKlIruhqKccWkKrJRygylc+L0YzUyjpZQpHu2Zl1FV\nNQgzPjo3+SSqnZDwDk0iOjqapKQkEhMTtQivAG3btmX//v2cPXuWL774ogJ7qKgoXJ3dtBAYAJyS\nUv6gBERxlLnJRaqpkKjsCCFo2rQpixcv1soOHjzI9evXy5z+s6o+E9UFV5/8OUA48KkQ4rQQ4lsh\nxGgP9svrUI5rF6l2QsJ7eOaZZ5g/vzCWz/z58xk2bJj2e8SIEUyYMEH7vXLlStq2bUtQUBA33XQT\nGzZsAKB79+6MHz+ezp07U6dOHc6cOcPFixfp168foaGhtGjRgtmzZwOQm5uLv78/qanGKdZTpkzB\nz8+PrCxjluQJEyYwZswYwJii9M477yQoKIioqCgmTZqk9aVPnz58/vnnVudzxx138P333wOOU64q\nHOPqYrpfgCnA28As4G7gBQ/2y2upqm9NpRUSFumCjVQ7IeE96UvvvfdeMjMzOXbsGAaDgaVLl/L0\n00/brLt7926GDRvGRx99RHp6Olu3biU6OlrbvnDhQmbPnk1mZiZNmjRh0KBBNGnShKSkJJYvX85b\nb73F5s2bqVmzJu3bt9dyRZvb+fXXXwHYsmWLlh/7hhtu4JtvviE9PZ01a9bw5ZdfsmrVKqB42tHD\nhw+TkJDAww8/bDPl6osvvqilXFU4xiWfhBBiI1AH2AFsA9pJKS97smPehmZu8oLBoDSURkjo9fDQ\nQ0XkQTUTEiV5adi82T3O7ZiY0l9bszbRrVs3WrVqRUREhM1zmDt3LiNHjtSysoWHhxMeHq5tHz58\nODfffDNgzAT322+/sW7dOvz8/GjTpg1///vfWbBgATExMXTt2pUtW7bwyCOPcODAAd566y22bNlC\nTEwMe/bsoWvXrgDaX4DbbruNQYMGafs9+uijjBo1inPnzhEZGUlcXBwDBgzA19eX7777rljK1QED\nBrB8+XLefvvtUl+r6oKrsZsOAHcBtwHpwFUhxA4p5XWP9czLqKoahJmSLqY7fBjMfk4pLSb3eEhI\nfP89PPpoJZY90nnOgbIM7u7i6aefpmvXrpw5c0YbVG35JM6dO8dDDz1ktx3LtKRmZ7i/v79WFhUV\nxR9//AFAt27dGDNmDH/++SetW7fmgQce4G9/+xu9evXipptuIjg4GDBqL2PHjuXgwYPk5eWRl5fH\nE088ARi1jD59+rBkyRL++c9/snjxYubMmQPYT7lalfNSuxNXzU2vSCm7YnReX8G4AvuqJzvmbSjH\ntTXffAP//a/xe3loEocOubU5N+Jd90OTJk1o2rQp69atY8CAAXbrRUZGOswyZylYIiIiSE1N5dq1\na1pZQkJnDR8iAAAgAElEQVQCjRo1AqBjx44cO3aM//3vf3Tr1o2bb76ZhIQE1q5dq5maAIYMGUL/\n/v25cOECV69e5fnnn7d63swmp507d5Kbm0tMTIzW15iYGFJTU0lNTSUtLY2MjAw+++yzEl+f6oir\ns5teEkIsBfYC/YC5QG9PdszbUI5r+5SnuSktzSPNlgHTFFgvWicxd+5cNm3aRO3atQHbLz4jR45k\n3rx5/PLLL0gpSUxM5Pjx4zbba9y4MR07duTNN98kNzeXAwcOMGfOHO1Nvnbt2tx111189tlnmlDo\n2LEjX375pZWQyMrKIjg4GD8/P3bv3m3lgwCj8zo+Pp4JEyZYZZSzl3JV+SRcw9UnvxYwHbhZSnm/\nlHKSlHKTB/tVIWzYAP/7X9naUJpEcawuiTnVo4dSPoZU0iwn0gVzU0ViKcSaNm3KnXfeaXObmXbt\n2jFv3jxiY2MJCgoiJiaG+Ph4u/UXL17MmTNniIiI4LHHHuO9996je/fu2vZu3bqh1+tp37699jsr\nK8vKD/H555/z9ttvExQUxOTJk60EAUCNGjUYMGAAGzdutMpNbS/lal5eXkkvU/VESunSB2gDvGT6\ntHFxnznAJeCARVkwsAE4BvwIBFlsexM4ARwBelqU34nRL3Ic+NjJMWVpCQyUsrS7bzm7RTIRufv8\n7lIfv7LCRORLa14q0T5jxxqvJUiZl2ex4YcfjIXbt7u1j5MnFx6vMpGWtln+8gvyw81jZFnuTYXC\nXQDyl1+Qhw8PLVYubYyprpqb/g9YBDQwfRYKIV52Ydd5QK8iZWOBn6WULYFNJsGAEOIWYCDQCqMp\n63NR+EryBTBSStkCaCGEKNpmhSOVuckuVkpDNZ3d5E3mJoXCElef/L8D90gpJ0gpJ2AMz/Gss52k\nlNuBolbifoB5xc58oL/p+yPAEillgZTyLEaNor0QoiEQIKXcY6q3wGKfSoNyXNunPHwSlf6yV3Jz\nk0JhD1effAHoLX7rKX2o8AZSyksAUsokjJoJQCPgnEW9C6ayRsB5i/LzprJKidIkilOd10l42+wm\nhaIoJUk6tEsIMVEIMRHYidHf4A6qxFOkmZu8ZPDrOKcj1/NdX+ZSlgB/5SEkKq81R5mbFJUV155B\nV6PAThdCbAY6m4pGSCn3lq5jXBJChEkpL5lMSeaV2xeASIt6jU1l9srtMnHiRO17TEyMNl/ak3ib\nBrHj/A4uX7tMVN0ol+orTaJsVPbZTYrqx+7dSSxdOtFpPYdCQghRC/gH0Bz4C/hcSllQwr4IrE1T\nq4DhwL+AYcBKi/JFQogZGM1JzYHdUkophEgXQrQH9gBDgU8cHdBSSJQXynFtn+rsuK4iirKiCtK+\nfTjDhk3UflsGTLTEmSYxH2PK0m0YZxy1AmJd7YQQIg6IAUKFEAnAO8BUYLkQ4m9APMYZTUgpDwsh\nlgGHTcccJQttNy8CX2Ncr7FWSrne1T6UF8pxbZ/qrElU1ftBUX1wJiRukVLeDiCEmAPsLknjUsoh\ndjbdb6f+B8AHNsr/AG4vybErCm/QJEqj9SghYZurOVd5ed3LfPPoNw7rVfakQwqFPZw9+fnmL6Uw\nM1UbrmRfYe2JojGxKy8Gk33c4IKdXJvnX+rJbHaEhIdWXJc3ey/uZeGBhXa3K19EIfHx8eh0Ogzl\n+L/X6XScPn263I5XFXEmJNoIITJMn0ygtfm7ECKjPDroDby/7X1m7JwBVE7zwvnz1rN/CgwFVn8d\noZfGmc9l0ZCqsibhfNZS5fdVTZ06lT59+liV3XTTTcWivLZo0YJly5aV6VjlPctLzSorOw6FhJTS\nR0oZaPoESCl9Lb4HllcnKzuWg21lHAzOnLH+XRIhYa5TFuFXHo7ripY59y24j5Ts4ll9C++Hyndf\nmOnatSs7duzQ/sdJSUkUFBSwd+9eq7JTp05ZxVKqSPR6vfNKOL5v3anRuNofb8RNOSmrN1ZCoqJH\nKxcojZBwxTRljyqtSZjMcJvObOJw8uHiFczXrRKfb7t27cjLy2Pfvn0AbNu2je7du9OyZUursmbN\nmtGwYUMAYmNjadKkCUFBQbRr147t27dr7e3Zs4d27doRFBREeHg4r732mrZNSsnChQuJioqiQYMG\nvP/++1bbpk6dSvPmzalfvz6DBg3i6lVjRgKzqWru3LlERUVx33332TyXDz/8kIiICBo3bsy8efOs\nNIkRI0YwatQoHnroIQICApg+fToNGza0ema/++477rjjDrf1pyqghIQbqOyaRNHxqUTmJoN3mJsq\nyqpgOQjZSszkDRkL/fz8uOeee9i6dStgTCHatWtXOnfuXKzMTPv27Tlw4ABpaWkMGTKEJ554Qouq\nOnr0aGJjY0lPT+fUqVMMHDjQ6ni//vorJ06c4Oeff+bdd9/l2LFjAHzyySesWrWKbdu2kZiYSHBw\nMKNGjbLad+vWrRw9epQff/yx2HmsX7+e6dOns3HjRq39oixevJi3336bzMxMXn75ZerVq6fl5gZj\n2tXhw4e7pT9VBSUk3IArg21lwtxfswBwROMZjQGlSdjD0qHvq3M10aOdtoRwy6c0dOvWTRMI27Zt\no0uXLlZCYtu2bcUSANWtWxedTscrr7xCbm6uNtjXqFGDkydPcuXKFfz9/bXw3+ZznDhxIjVq1KB1\n69a0adOG/fv3AzBz5kymTJlCeHg4fn5+TJgwgRUrVmhmISEEkyZNonbt2tSsWbPYOSxfvpwRI0bQ\nqlUrateubXO9VL9+/bj33nsBqFmzJkOHDuWbb4wz01JTU/nxxx+1MONl7U9VQQkJN1Agq665KSsv\nCyjbeVWXAH+2hEShJuHaTDJ3fEpD165d2b59O2lpaaSkpNCsWTM6duzIb7/9RlpaGgcPHrTSJKZN\nm8Ytt9xCcHAwwcHBZGRkkJJi9MnMmTOHY8eOcfPNN3PPPfewZs0aq2OFhYVp3/39/cnKMt5j8fHx\nPProo4SEhBASEsItt9yCn58fly5d0uo3btzY7jkkJiZapU2Niooqdj0st4MxXesPP/zA9evXWbZs\nGV27dqVBgwZu6U9VQQkJN2D5Rl6ZzQpmSiIkzJRFk7DyDxrKz0Z/Le8a6096dt2lefYX2I5vVTgF\ntnLfFx06dODq1avMmjWLTp06ARAQEEBERASzZs2iUaNGREUZQ7hs376dDz/8kBUrVpCWlkZaWhqB\ngYHagNysWTPi4uJITk7m9ddf5/HHH+f6dedxwpo0acK6deus0oxeu3aN8PBwrY4jTSk8PJxz5wpj\nhMbHxxerX/R3REQEHTp04Ntvv2XhwoVWea/L2p+qghISbqAqO67NeKNPYtafs+i9qDdPffeUW49l\nSb5eW0pk0ydR2YWDmVq1anH33Xczffp0unTpopV36tSJ6dOnW2kRmZmZ+Pn5ERoaSl5eHu+++y6Z\nmZna9kWLFmlaRVBQEEIIdDrjUOPo+Xj++ed56623SEhIACA5OZlVq1Zp2509WwMHDuTrr7/myJEj\nZGdn8+6777p07s888wz//ve/OXjwoFVe77L2p6qghIQbqOyO66KUtyZRUT4Jc5/j/opzUrP0OPvf\ne1O4lm7dupGcnEznzp21si5dupCcnGzlj+jVqxe9evWiRYsWNG3aFH9/fyszzvr167n11lsJDAzk\nlVdeYenSpZrN3tGb/ejRo+nXrx89e/YkKCiIjh07snv3bpt1bfHggw8SGxtLjx49aNGihcszjh59\n9FHi4+MZMGAAtWrVclt/qgpl87QpAPc6rrdtg06dQOdB8V0qTcLdPolyWHVbHgOz5TW0KUi1PlT+\nldfvv/++1ZRUgCeeeIInnnjCqkyn0zFnzhzmzCnMFmA5zdXsCC5KVFRUsfUEmzZt0r4LIYiNjSU2\ntnh4OFv72uL111/n9ddf136bZyoBzJs3z+Y+tWvXpn79+jz99NNW5e7oT1VAaRJO+N+R/zHz95kO\n67jT3NS1K5gmlHgMc38vZl20Mpc4otSaRKPdRM6xeOMqR8d1eWh1zoSECstR+fn222/R6XT06NGj\nortSzrgxn0R1ZsAyo43y+buft1vH0nnpdGA6ccL496ab7Lfn4RcUc39HrhrJymMr+f7J752qzqUe\ncOsWWe5dxabAOtUkTHiDuak60r17d44cOcLChfbjb1V3lJBwAyXSJG67zSgFCipubYVlf1cdW8WG\nUxvo1byXw33K4pOwoootpnNdk1BCojLyyy+/VHQXKhDXHhplbioFV7KvcDHzova7RD6JvDzPqwpO\nKNrfzLxMm/UsBV6phYQoMjiWoyZRGXwS3jCRQaFwhBISpaD7/O5EziiczeGts5vM2Ft5bWVGc9eA\nW818ElpflLlJ4aUoIVEKkrKSrAZQb10nYcbyXKzKLYRHZTc3VRT5hkLHvzI3KaoiSkiUgqJvqJVd\nk7AX4M+MS5pEac+rRpbtzpSDT6IymJsKhUPluy8UCldQQqIUFB18lCZhB2GAR561LitPn0QlMDd5\n02I6hcIWSkiUgqKDj6trDSoLRYVEbkGuzXpl9kmIwv01gVOOi+lciXJbVkavH619t21uqr7CYcSI\nEUyYMKGiu6EoI0pIuIijh/16QWHwsspobipKUSGRnZ9ts56VJlGaFcOicB/Ndl+Ojus8fZ5bj+EM\nx+amyr+obvv27XTq1Im6detSr149unTpwh9//FHu/diyZUuxaK2KikOtk3ARgzRoAdyKCozr+RZC\nwgveHF0WEmXVJHSF++fr86nlW6tczU2WTuXywKG5qVx7UnIyMzPp27cvM2fO1BIIbdu2rULyJEgp\nq01cJG9AaRIu4sgmbznIVmZNwjwul1STiAiIKKVPolBIaG/15ei49rQmYb4m3aK60atZLyfmpsp7\nXwAcP34cIQQDBw5ECEHNmjW5//77ue2225BSMnnyZKKjo2nYsCHDhw8nIyND29esgQQHBxMVFcWC\nBQuKtZ+ZmUmPHj20OEh5eXm89tprREVFER4ezgsvvEBubi7Z2dn06dOHxMREAgICCAwMJCkpyWFK\nVIVnUULCRSwH/6KCwNLcVBkpOi4X9aFcy79mcz+91BMREMHU+6aWTvhZmJu0Absc80l4WkiYhW1m\nXiY6ofPq2U0tWrTAx8eH4cOHs379ei2XMxgD4y1YsIAtW7Zw+vRpMjMzeemllwBjzoY+ffowevRo\nUlJS2Ldvn5Yj2kxqair3338/Xbp04eOPPwbgjTfe4OTJkxw4cICTJ0+SmJjIu+++i7+/P+vWrSMi\nIoLMzEwyMjJo2LCh05SoCs+hhISLWA4ARU0vloNRZTQ3FR2Xi5ph7A2meoMeH+GDEKJ0moSluakK\n+iTMQiIrL8upkHDlvhDCPZ/SEBAQwPbt29HpdDz33HPUr1+f/v37c/nyZeLi4hgzZgxRUVH4+/vz\nwQcfsHTpUgwGA4sXL+aBBx5g4MCB+Pj4EBwcTOvWrbV2L1y4QLdu3XjyySeZNGmSVj5r1ixmzJhB\nUFAQderUYezYsSxevNhu/xylRFV4FiUkXMRKSDh4K6yM5qaiE4qKahJ2hYTU46PzQSd0pZzdZEOT\nKE+fhIdnnZmFRHTdaLtCoiRRYKV0z6e0tGzZkrlz55KQkMChQ4dITEwkNjaWixcvalnpwBgmu6Cg\ngEuXLnHu3DmaNWtmt801a9aQk5PD888XBshMTk4mOzubu+66S0sN2rt3b65cuWK3HWcpURWeQwkJ\nF7H3Jl203Bs1CXsOXk2ToJSahLB2XFt1ojx8EgbPaxJ+Oj9WDlppX0h40ewmS1q0aMGwYcM4ePAg\nERERxMfHa9vi4+Px9fUlLCyMyMhITp48abed5557jgcffJDevXuTnW30fdWrVw9/f38OHTqkpQa9\nevUq6enpgO1kPqVNiaooO0pIuIjl4G/5vajTtzJrEvZ8Ei5pEqU5L135Oa5t4el1EgWGAurWqkst\n31oOzE1GKuG7gxXHjh1j+vTpXLhwAYBz586xePFiOnTowODBg5kxYwZnz54lKyuLcePGMWjQIHQ6\nHU899RQbN25kxYoV6PV6UlNT2b9/v1Xbn376KS1btqRv377k5OQghODZZ58lNjaW5ORkwGiW2rBh\nAwBhYWFcuXLFyjnuKCWqwrOoq+wAV6KgXsu7hp/Or7y6VCrMmoRmbiqqSdgxy5TZJ1GO5iZbzbkt\n3pQdCgwF+OqMs8i93XEdEBDArl27uOeeewgICKBjx460bt2ajz76iBEjRvDMM8/QtWtXmjVrhr+/\nP5988gkAkZGRrF27lmnTphESEkLbtm05cOBAsfa/+uorGjduTP/+/cnLy2Pq1Kk0b96ce++9l7p1\n69KzZ0+OHz8OGM1egwcP5sYbbyQkJISkpCSHKVEVnkWtk3CA5duzPZ/E9YLr1KlRh6s5xtkgldHc\nZEuT8BE+6KWe5+58jqRrSTb3s9QkymxuKuq4LocV1wZp4B93/YMjKUc80r4rQsJbAvxFRESwdOlS\nu9vHjx/P+PHjbW7r1KkTO3fuLFZumS5UCMH8+fOttk+ZMoUpU6bYbHP27NnMnj1b+20vJarC8yhN\nwgFWJiZsm5tyC3Kp7VvbZr3Kgi1Noqav8S2sSVATp7ObSu24rmBzk0Ea8NX5eux/4pKQMP+thC8P\nCoUrVJiQEEKcFULsF0LsFULsNpUFCyE2CCGOCSF+FEIEWdR/UwhxQghxRAjRszz6aPnQ29MkcvW5\nxpXE5m1lGAw8NX7a0iRq+hiFRE3fmvbNTSZNovSOawOk3shdod0L9y9Hx7Ve6vHV+XrM7FRgKMBH\nZ1yFb1fbUsJB4eVUpCZhAGKklG2llOZJz2OBn6WULYFNwJsAQohbgIFAK6A38Lkoh3X7BmnAT+dH\nff/6dtdJ5BbkUtvPPZqEp4SEI02ipk9N1zSJUi2m04P0QaArHuCvPDUJDx3LNU3CO8xNCoU9KlJI\nCBvH7weYDZfzgf6m748AS6SUBVLKs8AJwOOraSQSndA5dNzm6q3NTWWh6GDuLpxqEvamwJo1ibI4\nrg0++ODjcU3CnuPak5qE3qCvMo5rhcIeFSkkJPCTEGKPEOLvprIwKeUlACllEtDAVN4IOGex7wVT\nmUcxSAM6oStmk7cyNxXVJMow+HlKSDjSJGr51vKsT0LqjJqErBhNwkfn41Fzk3PHtemvEhIKL6Ui\nZzd1klJeFELUBzYIIY5R/HWrQp8sSyFh19ykd5/jujx9EmY/Sk0fT/okjOYmnfC8JmHTJ2F6069I\nxzXK3KTwcipMSEgpL5r+JgshvsdoProkhAiTUl4SQjQELpuqXwAsA8w3NpXZZOLEidr3mJgYYmJi\nStVHgzQghCg2SHqrJmG54tolc1OZfRJGc5NA53EhYQtPm5tcExIKReVk9+4kli6d6LRehQgJIYQ/\noJNSZgkh6gA9gUnAKmA48C9gGLDStMsqYJEQYgZGM1NzYLe99i2FRFmQUhaam+wMkkVnN5UFT/sk\nSuy4LqtPwtLc5GHHdUX4JEq0TkLNclJUMtq3b8iwYRO135YBGC2pKJ9EGLBdCLEX2AmsllJuwCgc\nHjCZnu4DpgJIKQ8Dy4DDwFpglCyHiecumZsKcrW3cqic5qZimoSF47qWby2nK67LFOCvnMxNjoRE\nxc5uklZ/vZ1z584RGBho95pOmjSJZ555ppx7pfAkFaJJSCnPAHfYKE8F7rezzwfABx7umhUGaUAg\nnM5ushISLg5ISVlJ7Evax4PNHyw8XgU4rmv6uqBJlMInISUmn4RRk8jX68nPBz8PnaTlZTcL98qg\nSZgRlVxIREdHc/nyZXx9jUJVCMHx48dp2LChVb3IyEirmEq2UFnlqhZqxbUDzFNgnc1uMg+4Rbc5\nYtzGcfRe1NuqrEKmwPo49knk6/PLFuDP4IMOH1Z8a6BGDRudcROWzW2L38Y/N/yzXBbTuWpuquwr\nroUQrFmzhoyMDKtkP5bo9Z4NmKionFRJIZGT4552XJ3dVBpNIj0nvVhZhSymc6BJnEo7xU+nfyqV\nT0IINHOTQEd6Znn4JCS0+pb/7vkv03ZMcxqW43zG+TId01JIFBgKeHndy8X75SU5rqH4vRsfH49O\np2Pu3LlERUVx3333aWUG08109uxZYmJiCAoKolevXlqkVjMLFiwgOjqa+vXrM3nyZJo2bcqmTZu0\n45kD/dWvX59BgwZZZcRTeBrX7soqKSQsIwh/vPNj4q/G269sB71Bz8bTG20LCQeahKusPbm2WJkt\nTUJKaTNnRVZelsvHKu0UWPMxSu+TMJqbdPgUrjz2kJAwXjMJTz5O2vU0Y5k04CNsr5P469JfRM6I\nLFZeEgoMBfgIY1gOcwrYYtfJ9Luym5scsXXrVo4ePcqPP/4IWJuThgwZQrt27UhJSWH8+PFWQfwO\nHz7Miy++yOLFi7l48SLp6ekkJiZq2z/55BNWrVrFtm3bSExMJDg4mFGjRpXfiVV7XLsnq2QU2Bo1\nCr8vPbSUexrdQ1TdqBK18eOpHxny3RAa3tDQoU2+mCZRhsHAlpD45sA3DPt+GNN7Tif23liEECzY\nv4DhK4cj33HtWDY1CR/rxXRmO7QlZuEhEJy5eoad53dyb+N7XTqm0SdhMQXWw0JCOx6FA7Ujx3Vm\nXmaZj2mpSZjvjzx9XpGXBtcd12KSe2z5rt4XRenfvz++vsbziYmJYcaMGYDRGV27dvGoAgkJCfz+\n++9s3LgRPz8/unTpQt++fbXt3377LY888ggdOnQA4N1339VCjAPMnDmTzz77jPDwcAAmTJhAVFQU\nCxcuVLkiygFXX/yqpJCwHPB8hI+WZrIkmAdIW1Ngi85uCq4dXGzbyqMr6b+0v9MHNiU7hRtq3EAt\n31rFxs+062kM+34YAG/8/AavdHgFgLNXzwJwMfMi4QHhTs+laLt5+jxNk/DV+eKjM14jPx8/Dl4+\nyG0NbjNeA0PhNUhIT6DDnA4uD0BSYjUFVgprc5PBoOdabiYBNQNcas+1czS1bRJI5sV0HgvLIQvD\ncpjvl5yCHDs+KufXrbSDu7tYuXIl3bt3137Hx8cjhKBx48Y261+8eJHg4GArARIVFcX580YzXmJi\nIpGRhdpa7dq1CQ0NtWr/0Ucf1QSClBI/Pz8uXbqkCQ5FxVMlxbXlgO6r8y0MCVECzPvYMjeZOXj5\nIPP3z7epSey6sMul49T/sD4vrnkRKP7GfyL1hFbPlkkrYnqES9nXirabmZtJUE1jgF2d0FHLtxbX\nC65zMvUkt39xO7kFuYC1oCwpBgNWK64pokmM/WksgVMDS9yuPYyahPUg62h2k6Dsb+2WmoTZr3O9\noEhKzUrusLbE3pulvdlK4eHhpKWlWaURTUhIsNpuFhgA169ft8pj3aRJE9atW6elME1LS+PatWtK\nQJQb1dgnYYn5LbmkmPexNQXWLAhe3fAql65dooZPjWL727Pz2+J8pvFBcjS7yZ5JyxUBWFSTyMjN\noG6tukChkMgpyNEETq0ptdiesF27BjfUuMHlc7E6ppW5yVqTcDZEH04+zLeHvy3h8UymnaLmpnII\ny2HWuq7nWwsJ7dheJCwssSU4zGVNmjTh7rvv5p133iE/P5/t27ezevVqrd7jjz/O6tWr2blzJ/n5\n+cUWuT7//PO89dZbmmBJTk5m1apVnjsZRRGqsZCwvLF9hE+pch2bhYKtKbBFsTIvmOrZm1ZqC/Ob\nuiNzvT3nuCsCsOhiusy8TJtCwjzgAVzKuqSdQ4M6DSgp1uamQuexNJiEhJP7c9f5Xaw4ssLl42mO\nawr/d+W5TsL8UlBMkzBR2RfT2dMWbJVblsXFxbFz505CQ0N57733GDZsmLbtlltu4dNPP+XJJ58k\nIiKCwMBAGjRooKUdHT16NP369aNnz54EBQXRsWNHdu+2G0hBUUFUTZ+EO8xNBufmJjO23vJLokmY\nZ8gU1SQshZu90B+uCAnLsBwGaSArL4vAmkZTjxBCExLmfoDxupnPoZ5/PZfPxeqYFlNgzedi0Et8\ncK5JFBgKyClwfS6zlePa9D8oz3USZnNT0T5LDx3b3Zw+fbpYWVRUVLG1EUXLoqOj2bp1q912hw4d\nytChQwG4du0aEydO1HwcQghiY2OJjY11xykoSkw11iQsKa25yRWfhFlrcJcmUVRI5OpztTqWgsiq\nnyXwSUgJ1/KuUdu3Nn4+ftqxa/vWNpqbLISpr85Xu27muiWh0CdhnAKrvd0bJFIIdE7uzwJDgeYb\ncQVLx7X5f6BFgS2HsBz2zE2UwHFdFfnhhx+4fv06165d49VXX6V169ZERZVspqHCM7j6XFRJIWF5\n8r4631KZm8z72IoCWxSbmoQbzE2Wb6VlMTdZahKZecYZRWatwZZPAoyCwaxJlGaQ1cxNJp+E3mxu\n0kukj86puaksmoRZuGbnZ9vNJyGLCJTS4JLj2uKI1ZGVK1cSERFB48aNOXXqFEuWLKnoLilKSJU2\nN0kpSz0F1ryPWZNYfng53xz4hsdaPQZYz46xNYCXxNxkT5OwEhJ2NImS+iQycjMIrBmoHdNSSFjm\nxfDV+ZJnMA58Bmngo54fseHUBpfPqai5yWASQNKkSbjb3GQwADrjtcjOzwaMiwHtOa7NAlEv9fiK\n0j0GNn0SRR3XmoCqnkJi1qxZzJo1q6K7obBJNV8nMXfvXE6lnsJH51Mqn4RZE5BSkm/I58PfPgQK\nhYOl885WWI6SahLpOelk5fkCdWwKCUufhOXbb0lmNxkMcD3vGnX86mhCQlDok7BsS0qpvR3rpZ5b\n69/K+pPrXT4nqwB/0ge96aT0BRIfnXCqSeilvuSahElI5OQb90vLSbPrkzCfq2UK0pJiy9xUzCeh\n9a96CglFZaYam5sAujTpwuy9s5FSsvH0RpceUi10RGoqNc4nAcbBZF/SPq3OJ7uNK0bNU2MBm4un\nSuS41vnQ4r8tGL7xAWMbNsxNln4By1hLJdUk8g35+Pn4FdMkrudft2qrwFCgnYN5ILUnkKSUxfwH\nRdqwBgYAACAASURBVM1N13wuwETBj+slufmuaRKWPhlnWAqJ01cLnbD2hIT5XB1dv8/3fE7ERxEO\n+2g229k3N7k25VehqKxUSSEhkdwUehM7Ru6glm8tZu+dzcWsi0gpmb/PGFvmaMrRYmEQzILk59CB\n/H3AewAOfRGa47qIJqE3FL4F7zq/ixNXTnA9/zrX869jMB3ScjCRUnL52mVOZxwzHtNgXIm949wO\nrY7lsGo5eJoHuV3nd9Hqs1aAcV9Lcg3ZEPMOer0k7q84/HTFhUROQU4xIWE2N5lDhtsbUL/8/Utq\nTbGefZVOgsncZJwCm6szLqJKSs7GgHNNwpa5Kbcgl+RryTbrSwn4FApP84wss5D4/uj3rDi8guz8\nbP6z8z+sO7EOMK5eP3T5EJeyLrHr/C5SslNYcXgFuQW5vPLjK1zMusjla5eZ9YfRZHIhw5gQcce5\nHbz9y9vFzE3FhaX1jCuForKQfM2Y+PNqzlV+O/eb3XpV1twEcGPwjdpDPGjFILYlbANg3KZxXMg0\nPuw9v+nJT6d/wjDBQK4+B6hDeJ19YIzXZldI6KWen07/BFhrEquPr+Yfa/6h/b53TmGso1b1WnHY\nxlix/PByANLzUuHlFvx5/QNe/PBxm8eNvxrPvH3ztN83fXoTT9zyhNZGyL9CSMtJI/aeWD7e9THy\nHcnb6WEQk8WsY358fvRTukd3LyYk1p1cx/z9hcHZhn4/lNTrqcZzNWkSBYYCPt/zOb+c/YUVh41r\nGFL+mcKotcagbMH/CuZqzlW6R3fnl/q/wK29IacuAh0JwQsBuH7rFxj22n6zvph5kT2Je+ge3Z24\nv+K4nn+db/Z/w4nUE4xsO5Lo/0QD0Lt5b46kHOHEyyfYeX4nLUNb8p/gBiBOGRuSMODmAXz151f4\n6ny5fO0yjy59FIAvH/qS2B8Lp1ze9sVtNq/zsseXadpB2LQwwBgHbOOZjSwasIinvnsKoJi56bkf\nnuP+G+9n14VdDP52MOse+Qe1zJ1SKCoRW+K38PahLmxP2O4wJluVFBKWmM0BZgEBaAIC0AZ6vdST\nrze+KfvUumIUEtK1KaY1fWrywI0PkJaTxpoTa+zWO5JypFhZh8Yd2HG+UGMg9ARzsooLCLNpyzxQ\nWmIWEGC0wwN8vOtjrSwXYzTXz4++DRgHNkshcUONG6wEBKAJCDBpEsKH3879VuyN43DyYe371Rxj\nmOdfzv5iLLhpHRTURMcbWh2dBIMovpjuWMoxbv7sZgA+6/OZdq2Gfm+cY98suJlWd91Joxaw6tgq\nHlv2GEdfPGpq3LyqG26uZ2zLcu2HcVPpB+uNZzYCaAICCoXEhw98qJWvPLaSV340xtma+fuXjL6p\n1IdUKDyGALYnbAfAT2d/mnuVNDdZOXldHBQs7fx+JuXB1+CaY7imb002PLOB7tHdndY1FHmFLs3M\nq5JgM6yCKZkSGIXPuC7jGHjrQLttlMW5i28ulreZwCQkilSLT3cczt3W/7GY30dnvpZC8+GUut8u\nYm5/yO1DeLXDq3brVQXH9QsvvMCUKVOc1rPMGVHRjBgxggkTJlR0Nyo9tkILmamSQsJy5pGrq22t\nhIS+8K+t/Xs3t84oZ/YXWErj97q/Z/M4RReRRQa5ltPA0T/REbacv1JKq9lNjQIbMa/fvGL1zBQY\nCvDR+djd7gwhLYSEHU3Cqn5p3byaJiG061VeQgIK//82++/MCVPBREdH4+/vT1BQECEhIXTu3JmZ\nM2daCbcvvviCcePGVWAvFe7G/Jw4CuJZJYWEJSUTEsYHwqxJ+Bls7190wPT38zfWt5iBZLnmwBFd\nm3QtJnTMvNbhNf564S8WP7aYKT2mWD2wn/f53KX2bSUnkhSGUnclH/H4TePLNNiKIpqEXhQXls4E\ng6PtmranM2kWQqcN2OUhJKSULNi/QPv/W2o93jKryZy+ND09nfj4eMaOHcu//vUvRo4cWdFdqzQY\nbEXe9GKEgGFthjmtp4SECeNMGpNGYKFJ2PRJmMaAh1s8TM64HEL9jTHyLd/2a/vZFhJFzU3fHfnO\nrpbg5+PHbQ1uY9Btg2gd1toqv8ML7V5w6byu5V0r3n0Hpg9/P3/uCr8LgIZ1jDmO5+6bW8y2r7Xl\nzJz38Wmr/4GQYEBHg9MvEVYnzFn3XTqOpgX6mK4POruahDtChFviq/PlesF1hn0/zOaiPE0Ge4G5\nyXxfBAQE8PDDD7N06VLmz5/P4cNGv5Ol6ebKlSv07duX4OBgQkND6datm1Vbe/fupU2bNgQHBzN4\n8GDy8mynyI2Ojmbv3r0ALFq0CJ1Ox5EjRn/U3LlzGTBgAAB79uyhY8eOBAcH06hRI15++WUKCgpN\nta+88gphYWEEBQXRpk0brc8AqampPPzwwwQGBtKhQwfOnDmjbTt69Cg9e/YkNDSUVq1asXx5oX9v\nxIgRjBo1ioceeoiAgAA2b95cqutamXHFQlHlhYSrPgnLN+4aerjua/xryyex/ZzR2VPDp4bVzCZL\nc5NZuyhK0TfovUl77f6jLMv/u/u/2vTKkgx0tjSJbJ9ACuwMWnVr1dWEnuW1syck3v7lbScdCLe6\nhkafhECHsL/uooTOZU1I6Ix/pSgoN5+Ej/Dlap5xqq6jbGreOAW2Xbt2NG7cmG3bthXb9tFHHxEZ\nGcmVK1e4fPky77//vtX25cuXs2HDBs6cOcP+/fv5+uuvbR4jJiZGG3y3bt1Ks2bNtICBW7Zs0YSP\nj48PH3/8MampqezYsYNNmzbx+edGbXrDhg1s376dkydPkp6ezrJly6ySGy1dupRJkyZx9epVmjVr\nppnMsrOz6dmzJ08//TQpKSksWbKEUaNGcfToUW3fxYsX8/bbb5OZmUnnzp1LdyErITOOw5Zk2Hh6\no9O6VV5IuKpJ3PXVXeB/Gfyu4WeAa35Gc5MtTcI8iweM8+Knbp/Kd0e+41LWJa3cnrlpYWvjx0xm\nXqbdgexCxgWklCRlJfF/6/5Pc9SWJKqprRlVuxqNptu8roAPp66eo+aSN0jONQogKaUW1sKShIyE\nYmUAW+PtRwAFIGwv2YZ07aeQoBcSgbUfyNk52VqceCbN+Eb43OrnjAV9jdqVFAa+3vc1AFO3T7Xa\n5/fE360b0dWEps9DES1g0V+LHPbHzP+3d+bxVZVnHv8+ubkhCSHBhDVgIKBhU8EFUCMJME6RVqoo\nOCxNbTtV24oFFGrQEUHqNkbGBduK4qiAQl1GMVh0GLFEUSGuQMqWYoCEYAiBJBKzvvPHOffmbrlZ\nSHLvubzfz+d8cs973vPe87vn5Dzv8rzv88Gx/fT7+O8ACDbzb6MRf7MQin+AradaMOtfpH22diQx\nMZETJ054pdvtdo4ePcrBgwex2Wykpqa6HZ87dy69e/eme/fuTJkyha+++sqrDIC0tDT+/nfj98vJ\nyWHRokXOfVcjcckllzBmzBhEhKSkJG699VZnPrvdTkVFBXl5eSilGDJkCL17N7ZSp06dyqWXXkpY\nWBizZ892Xkt2djbJycn8/Oc/R0QYOXIkN954o1tr4rrrruPyyw330IiIto0LBiMbjkJeZQR7SveA\nPcFv3pB3gW1Vd9PcFADsS+H7rkZ3kyPAvS/e/MebXpPIHGR9kuUzPeMG77RXd73qM+/zXz7P818+\nDxgeW86lQlDYHmjZQPL016Z7J346DUekuPOeTAKg10tG8/zoJWs5unUiAKW1jYPet21q2nPHL7dc\nyaZGm2q0JGwNlAx8mnKXMXXXFs/OYzu9irk1+1avtEUfLALg62NfGwm9dzmPOdxkV+xY4XaO4/d0\n0lANB5/1KvvtvW/7lOPJ+tzHnJ//c69hMF3nYQD88R+wu/zj5gsLwi6pwsJC4uPjvdIXLlzIkiVL\n+NGPfoSIcMstt3D33Y2uzq4v6ejoaI4ePeqz/PT0dBYuXEhxcTENDQ3cdNNNLFmyhIKCAsrLyxk1\nahQA+/fv58477yQ3N5eqqirq6uq49FKjW3TChAnMmTOH22+/nUOHDnHDDTeQlZVFTIwRLKtPnz5u\n11JZaTxrBQUFfPrpp059Sinq6+udS5sDbuFXQ42jp81KWm0pm/+5ucl8uiXhiYJwZXQ32c9gnMqr\nxnqGdLF1aVXN2y813jVDjmabBbvM5q5pfLt/e3yX5xltwund5JHu6gJ77PtjWJHyIt9rW+0u7+QL\naSd27NhBUVER48aN8zoWExNDVlYW+fn5bNiwgeXLl7Nly5ZWf8fgwYOJiori6aefJi0tjZiYGPr0\n6cPKlSvdund++9vfMmzYMPLz8zl58iQPPujuyDFnzhxyc3PJy8tj7969PPbYY76+zo1zzz2X8ePH\nu4VPLS8vZ8WKxopFSxw7QgF/OrWR8MBeD7VhUGtrHMDuSFraZ+5YOqOjCS/r2MhgznkSHpXmdjOA\nmjOmoqKC7OxsZs6cSUZGBsOHD/fKs3HjRvLzjRnu3bp1Izw8HJutbW7S6enprFixwtm1NH78eLd9\nxzXFxsYSHR3Nnj17+POf/+w8lpuby/bt26mrqyMqKorIyEi/40MOrr32Wvbt28eaNWuoq6ujtraW\n3Nxc9u7d2yYdVuasdoFt7SSmiHqosRmG4kxaEi2lq71ri/JFhkf6HIRub1TtyeYznQFNtSRcxxza\nEv9Dc+ZMmTKFuLg4kpKSePjhh1mwYAEvvPCCz7z79+/n6quvplu3bqSmpnL77beTlpYGtL72nZ6e\nTmVlpfN8z32ArKws1q5dS2xsLLfddhszZsxwHisvL+eWW24hPj6e5ORkevTowcKFC5v93piYGN5/\n/33WrVtHYmIiiYmJZGZmUl3d8oUlQwV/RkJCYSaoKyKiXDVNXT+Vt/a81eLzu1fBwSdgbw+Yew18\n1sFdkvFd+3Hi+8Jm84VHn0v2jau5ZvX4Dr0eW/KvqT/4fPMZ28jKDXDVIfjbeXDXNVC/uJ4wCWPR\n/y1yDjJPPm+yc0whpFgSGjOvNdZGRGCJe1pUeBRV/1GFUsrLwod8S6JN3U1mSyKiEyq0YS1sSQzu\nGkddXWe0JDq2A93RknC4AjtaDa7Bejp6qRKNRuOO7m5qBfYGw0DU2Nqhuyk8pvksLcgDEGuPasLT\nqp0H1uq8v6OpOR9twTHj2nHVp03j4Op2q42ERtO5nNVGos0tifYYuI7wdh30JCy8ZS2J8LBw32MS\nflZvbAuq1vs7YiJaZshagufaTaU/GC0X15aEZ0wGjUbTsWjvplbQrgPXLWjFhLWwJaFQPpfYQNrZ\nSPjo0mpXI4H7wHVptfF9rp5bvibzaTSajsPfKg6WMhIico2I7BGRfSJyt7+89fVQUQGVp1vZkmho\nBxdYx9IwfppwTlpqJJTy3d3UxHIZbabB+wXdNbxb485Br8OtwjOeRJlpJKqCwUicoTaNJhSxjJEQ\nkTBgBTAJGAHMFJGhTeV/8kkYNAh27277wHWbWxLfOj40P15Q9F3LjMT2HYrPv/FlJNp5TKLeM0Yz\n7PrCpUvs2zMr3tMFdtVfKwDY/GGjkdhf0PQs9w7l28B8rUYTaCr9+MRYxkgAY4D9SqkCpVQtsA64\nrqnMd94JJSXw+8k/btWXtEtLwkELurqiw1vWXXTp4DJSYoq80m2ey8qeIb1qva/n6qHtV7MX4PsI\niDWHHaq//wtKKVJsjcsC9G9o3iU42InztrUaTdAyMLZbk8estHZTP+Cwy/4RDMPhl/snzaPHgXnk\n//MgH9TeTH3XchRidAWJIA0RNNjqUeZ+QlQY710RzqE4G1G1pVxY1XpLcazuGL2reiPf21BhsX7z\nxn9bwonevuMsuxJREse3p2q4sN49r63eTr3Ne/G7tmKrtNPb5v4ddYf7cGEPI82hrSnC6sNpsDXt\nnbTzwj7ceV0G96xdzUWniyn+odgYNIsZyQVVhlG1hduJq3LV5McQ+mhJhVfHUNeleXdh5VHud3VH\n6fVD3ybL9fhi/4ds0N9jdezdfNHsNWk0ncElx6+itmvjxNno0njyOeIzr2Um04nIjcAkpdSt5v7P\ngDFKqd975LOGIM1ZiVX+36xCcnIyq1atYuLEiTz88MMcPHiQlStXBvqyvAgLC+PAgQMMGjSoXctt\ni2Z/nky+JtNZqSVRCCS57Pc309zwJVKjCQaCtQLzyCOPsHXrVt59911n2vnnn09KSgobN250pqWk\npPDHP/6Rm25qOh66PwoKCkhOTqaurq5Fayu1lkWLFrV7me1FRy0U6Kq5Nb9va96TVhqT2AGcJyID\nRCQCmAFsCPA1aTSWJy0tjU8++cTZyikuLqauro4vv/zSLS0/P99tPaXWopQRNvdsbE11huaO+n0t\nYySUUvXAHOB9YDewTinlHVFHo9G0itGjR1NTU+MMxpOTk8OECRMYMmSIW9rgwYOdsRnmzZtHUlIS\ncXFxjB49mo8++shZ3o4dOxg9ejRxcXH07duXBQsWADhXde3evTuxsbF89tlngBGmdPjw4SQkJDB5\n8mQOHfId4Apg9erVDBw4kJ49e3pFw1u6dCkZGRkAVFdXk5GRQY8ePTjnnHMYO3YsJSUlgBF/4p57\n7mHs2LHExcUxdepUTp5s7J/fsGEDF1xwAfHx8UycONEtUt2jjz5K//79iY2NZdiwYc7l0ZsLr+qP\n5ORkPvjgA586CgoKCAsL4+WXX2bAgAH06tXLTffSpUud8S+a+n3PFMsYCQCl1Cal1BCl1PlKqUea\nP0Oj0TSH3W5n7NixzrChW7duJS0tjauuusorzcGYMWP45ptvKCsrY9asWUyfPt0Zx3ru3LnMmzeP\nU6dOkZ+f7+yecpRVXl5OeXk5Y8eO5e233+aRRx7hrbfeoqSkhHHjxjFz5kyf15mXl8fvfvc71q5d\nS1FREaWlpRQWuvc4O7p1XnrpJcrLyyksLOTEiRP85S9/ISqqMVrk6tWrefHFFykuLsZms3HHHXcA\nsG/fPmbNmsVTTz1FSUkJkydPZsqUKdTV1bFv3z6eeeYZPv/8c8rLy3nvvfcYOHAg4D+8alvw7J76\n+OOP2b9/P5s3b+aBBx7wuZy5r9+3PbCUkQgGRMQmIRqJRGsLLPLhh+2ytYX09HTnSyYnJ4dx48a5\nGYmcnBy3+A6zZs2ie/fuhIWFMX/+fKqrq50vroiICA4cOEBpaSnR0dGMGePuhOjaHfLss8+yaNEi\nUlJSCAsLIzMzk6+++orDhw/jyRtvvMGUKVNITU3FbrezbNmyJvv67XY7paWl7Nu3DxHh4osvdkaq\nA8jIyGDYsGFERUWxbNkyXnvtNZRS/PWvf+Xaa69l4sSJ2Gw2FixYQFVVFdu2bcNms1FTU8OuXbuo\nq6sjKSmJ5ORkwH941TNFRFiyZAkRERFcdNFFjBw5kq+//rrJ/O3d3WSlgeuAIyJ3YHR5zQbaN/Rc\ngNHaAo8aPz5g352Wlsaf/vQnysrKOH78OIMHD6ZXr1784he/oKysjF27dnnFd3jhhRecYUkrKio4\nfvw4AKtWreK+++5j6NChDBo0iMWLF/OTn/zE5/cWFBQwd+5c7rrLCI/r6FcvLCz0Ch1aVFTklhYd\nHU1Cgu/4zBkZGRw5coQZM2Zw6tQpZs+ezUMPPeQMjORazoABA6itreX48eMUFRUxYMAA5zER4dxz\nz6WwsJC0tDSeeOIJlixZQl5eHpMmTeLxxx+nb9++fsOrtgee4WAr/c1+a2d0S6KFiEgakIrhUTVV\nRJqefWIxtDbNFVdcwcmTJ3nuuedITU0FjIhziYmJPPfcc/Tr18/58vzoo4947LHHeP311ykrK6Os\nrIzY2FhnDXbw4MG88sorlJSU8Ic//IFp06ZRVVXls9aflJTEs88+6xZCtLKykssvv9wrb9++fd1a\nGKdPn6a0tNSnnvDwcO677z52797Ntm3byM7O5uWXX3Yedy2noKAAu91Ojx49SExMpKCgwK2sw4cP\n069fPwBmzJhBTk6OM09mZibQfHhVf3Tt2pXTpxsnrBYXF7foPE86qqGsjYQfPLon9gK3Y3hVpQLe\nT7GF0No0rkRGRnLZZZexfPlyt5jWqampLF++3K0VUVFRgd1uJyEhgZqaGh544AEqKiqcx9euXets\nVcTFxSEihIWF0bNnT8LCwpxhTwFuu+02HnroIfLy8gA4deoUr7/+us9rnDZtGtnZ2Wzbto3a2loW\nL17c5Iv4ww8/ZNeuXTQ0NBATE4PdbncLr7pmzRr27NnD6dOnuf/++5k+fToiwk033cTGjRvZsmUL\ndXV1ZGVlERkZyZVXXsm+ffvYsmULNTU1REREEBUV5SzTX3jV5hg1ahTr1q2jrq6O3NxcL/0tNTa+\nft/2QBuJJhCRR4H/cuwrpY4BZUqp74C3gZ+LSK9AXd+ZoLVZU1tHk56eTklJCVdddZUzbdy4cZSU\nlLiNR0yaNIlJkyaRkpJCcnIy0dHRbt03mzZtYsSIEcTGxjJ//nzWr19Ply5diIqK4t577yU1NZX4\n+Hi2b9/O9ddfT2ZmJjNmzKB79+5cdNFFbNq0yef1DR8+nGeeeYaZM2eSmJhIQkIC/fv395m3uLiY\nadOmERcXx4gRI5gwYQI/+9nPnMczMjK4+eabSUxMpKamhieffBIw5oKsWbOGOXPm0LNnTzZu3Mg7\n77xDeHg41dXVZGZm0rNnTxITEykpKXF6GvkLrwr+a/nLli3jwIEDxMfHs3TpUmbPnu333KbK8vX7\ntgeWmXHdWYhIFPAnIBnoAcxTSm0WERvQoJRS5udsYL1S6sXAXW3r0NoCq80ztK4mMEyYMIGMjAx+\n9atfBfpSAoI5lyIkJ9N1KI4uCqVUFfAiMAX4T+BeM73e8aIx52wsB34sIv8mIi+JSPcAXXqzaG3W\n1KbRBANnvZEQkQQRWQdkicgvzeQcpVQF8DpQIyK/M/OGmy8agI+BH2O8kHKUUic9yw40Wps1tWk6\nliD3hA46zuruJtPT5b+BA8A7wAvAPUqpN1zyTAIeBcYppSrMmmsMsBToAvze5QUUNGhtwadNdzdp\ngoHWdjed7UYiEngDo/96v4hMBW4F7lJK5Zl5bMBTwHHgPSBGKfW+iESZXRyOmmrL5uB3Elpb8GnT\nRkITDOgxCT+IyIUi8qCI/IuIJGBMJjwM9BbjP/h/gALgBsc5Zm3zQ+A+jBrrd2Z6lZgEw0tUa7Om\nNo0m2DkrjISI2E3XyPUYmn+DUQutBKqAcYAjOtAKYLbZpYGIXAfcb+YfqpT6ylGuMulEKV5obdbU\nptFYBqVUyG9Ab2AlcI65/yPgeYwa6SgMt8h0IMo8/gbwY/NzHBDpUlZ4oPVobdbUFhkZWQwovekt\nkFtkZGRxa57bkB+TMLsVlIicCxwxP/fEWHL8X5VSx0VkPpCCsQR5HrAMmKaUOupSjsOFMmjQ2rQ2\nra3zCGVtfgl07aq9NyDC5XNYE3nGYrhJOmqgXYArgDUY/djTA62jGY3i55gltQGRDl2hdt8w4rP3\naSaPVbWdR2PrLdTuW8i/S1qyhcwqsCISjjFRqruI7FRKPaaUavDI47Dgg4BqZQxiRgBxSqlPRGSX\nMvzsgwoRsQN3AflKqdeU+TR65LGytoeAgUA+kBli920xcDWQCXit3GZxbfcA84HvgX4hdN9C9l3S\nFkJi4Nq8Oasw+qrvAlJFZJGIxLvmU41NvMHAVhG5FqOp6IjOUWmWZyNIEJHeQA5wMzBJRAaZ6W73\nzqLaRgBfAN2AucAMEZnnmc+i2pIxPKp6AJOUUj6DC1hUWyrGkus9gTHADhHxWhfbotpC9l3SZgLd\nlGmPDaOr4mVgjLk/CjgGzATsHnntGH7zJRgLvl0a6Otvgb6rTU1LgLv95LOUNiARGOmyfz9wQ4ho\nC8d4aWSY+6MwBuK9ugotqO0y4ALzcw8Mh4ELQ+S+dQFWh+q7pC2bJbubRKQ/cDHwrjIsenfgNDAU\n2A4cAvYAlwBbcGnmK6VqRaQUmK+UWmOWFzSznEQkEbgT+AewXSm1E9iilKo3a6eTReQKZTRpw5RL\nM9hi2j5VSu0GisSYHLcc+DXwqoiMARYrpWoc51pM23al1E4RWQq8JCI3YBiIEuCoiMxVSlU7zrWQ\ntj3ANqVUrpkuyhisTQDSgJ0WfyY/Br4FfiAE3iXtheW6m0TkemA/xoqfwwGUUsXA34F/FZE3gU3A\nWozYAX3N88TR9FNKzXK5qbZguaki8huMwa5aYBhwv4gkq8am7XaMh/gG82FscDk3HCylbYlp9MCo\nkb2mlIrA6Ha6FPgX8zwr37ePgb8B/1RKXYkR1+J8YLx5ntW0DQWWutw3RyXzFWC0j2fSStqGAQ8C\n0cAGjK5dy75L2hNLtSRERDBu6JUYzb9ZIvKQMgaI1mOs4zMe+EYpdUhELgAuAL40b169a1nKIChc\n0cyBwD4Y3S27RKQfcDeG98hBAKVUoYh8BkwGJohIDbBbKVWmXGYPW02bef+2ACilTorIFxhG4m8W\nvW+ZNN63PyhzGRCl1BER+RxD23sW1eZ632rNrNXASaWUcm1JuOqwiLZ7MLrN3hGRLVj0XdLeWKol\nYd6cj5RSXwLPYLiaXWYea1BKVSqlss2begUwBPjAT1lBgfmQ1QLPYkRSQylVCIwAKhx5zPT/wzDu\nGzAmmkV5lmc1bR75L8Zo2vuMPGMRbcMxtTkMhJk/FLS5PpOO98cXwEwR6aI8vIAcWETbUKDG3Lfk\nu6QjCGojIR4ePABKqVPm3wLgXeBmEenrck6kiDwMvAq8at78oMNVm+MhU0odVUY/p4hIV6AcOOWa\nR0QygV8Cdyilhiulijr/6v3TWm3mOeeJyBPASxhBgTZ39nW3hDZq6yMiWRjOFeuUUj5fNoGmDc9k\ng1l5+RbD8CV7lxoctELbSZdzLPEu6XBUEIyeN7cBI3FZVoHGSVdRGA/nNeb+hebfi/DwRAjWzY+2\nFCDXJX2I+TcJ90k+AV9uoh20JWF4lfzU9b458gfj1gptAwEbRgyLUNN2vvnXHsx62qjtPPOvze4d\ndwAAAyFJREFUZd4lHbUFe0vichFZhTH+4FYTMAeJqoDHgSdEJB+4xWxKfqOMGkLQ+ij702Z+TAE+\nE5GxIrIVuN6stR1RStVI40B10K1k2kptOcBMpVS1UmqD631zyR80tEHbvykjOt67IaZtK40OFLXm\n/2TQvk/acN9utMq7pMMJtJVybIDNY38E0IAxA7epc+Iw/JP3YrYmgnFro7aFZp7NGJOxAq5Da9Pa\ntLazbwu45XfUPpQxDyBaRH4qIgnK8KF/A8OTCRHp4uP0bsBKpdQQpdQm1/KCgTPUBsYy11crpd5z\nLS8Y0Nq0NtfygoFQ1hZIgmYVWBG5EcN18BTGxLinMLwmjmCMNeSLn9UTJQgjqDlojTazias8zg/a\nVSO1Nq0t2AhlbQGhs5suwAQg2WU/Evh3jJmNjoHnX2NEE+sL3AtsNtODenCsI7QFi2atTWvT2s7O\nrVObU2IskrUWY6mCX5vJ1cBOIAJjkg4Y66F8B6QppR4EJorIBGXexWCko7QFg2atDdDanGhtZxed\n3edWj9HsexX4dxH5JYbl3g5kAdMBlFKHgQTgHPO8UUqpLZ18ra1Fa9Pagg2tzZragopOMxJm398p\noAyIAe4AUoFM053zFWCAiPxZRKZgzKY+Yp6+01FGZ11va9DatLZgQ2uzprZgJBCj929iTE7JBb7G\nWAvmEYwb/hSGB8JPgVlKqWxwmyEZ7E1BrU1rCza0NmtqCxo6zUi43JSuwCgRWQ/8BmPVz/OAFRgR\nrjZgLB72jYjYrGDxtTatLdjQ2qypLSg505Hv1m4YsR9OAE+7pKUA6RhGaxKwkWZiAgfjprVpbcG2\naW3W1BZMW6fPkzCt+eMYy0D/r6dPsojEYAxAWS4+rNamtQUbWps1tQUTgYonMRiINAeg3CatKKUq\nA3RN7YXWZk20NmsSytqCgoDMuBaReKXUiU7/4k5Aa7MmWps1CWVtwUJAl+UwrX9IehlobdZEa7Mm\noawt0ATN2k0ajUajCT70KocajUajaRJtJDQajUbTJNpIaDQajaZJtJHQaDQaTZNoI6HRaDSaJtFG\nQqPRaDRN8v9oQFWmko/UJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111601690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_elec.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112da8390>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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19u3btbu7u16/fr3WWuv4+Hh9+PBhrbXWEREROjAwUB88eFDn5ubq7OxsHRYW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103ec7510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_elec.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training model for submeter 'ElecMeter(instance=3, building=2, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=4, building=2, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=5, building=2, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=6, building=2, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=7, building=2, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=8, building=2, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'\n",
      "Training model for submeter 'ElecMeter(instance=9, building=2, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=10, building=2, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'\n",
      "Training model for submeter 'ElecMeter(instance=11, building=2, dataset='REDD', appliances=[Appliance(type='waste disposal unit', instance=1)])'\n",
      "('Runtime =', 13.786211967468262, 'seconds.')\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "fhmm = fhmm_exact.FHMM()\n",
    "fhmm.train(train_elec, sample_period=120)\n",
    "end = time.time()\n",
    "print(\"Runtime =\", end-start, \"seconds.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data for meter ElecMeterID(instance=2, building=2, dataset='REDD')     \n",
      "Done loading data all meters for this chunk.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nipunbatra/git/nilmtk/nilmtk/utils.py:336: FutureWarning: \n",
      ".resample() is now a deferred operation\n",
      "You called index(...) on this deferred object which materialized it into a series\n",
      "by implicitly taking the mean.  Use .resample(...).mean() instead\n",
      "  return resampled.index[0]\n"
     ]
    }
   ],
   "source": [
    "pred = {}\n",
    "gt= {}\n",
    "\n",
    "for i, chunk in enumerate(test_elec.mains().load(sample_period=120)):\n",
    "    chunk_drop_na = chunk.dropna()\n",
    "    pred[i] = fhmm.disaggregate_chunk(chunk_drop_na)\n",
    "    gt[i]={}\n",
    "    \n",
    "    for meter in test_elec.submeters().meters:\n",
    "        # Only use the meters that we trained on (this saves time!)    \n",
    "        gt[i][meter] = meter.load(sample_period=120).next()\n",
    "    gt[i] = pd.DataFrame({k:v.squeeze() for k,v in gt[i].iteritems()}, index=gt[i].values()[0].index).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# If everything can fit in memory\n",
    "gt_overall = pd.concat(gt)\n",
    "gt_overall.index = gt_overall.index.droplevel()\n",
    "pred_overall = pd.concat(pred)\n",
    "pred_overall.index = pred_overall.index.droplevel()\n",
    "\n",
    "# Having the same order of columns\n",
    "gt_overall = gt_overall[pred_overall.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112d39a50>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/jc2bN+OHH34AEaGgoADZ2dlN9lX69+9vMI/79evHh3Hv3j1+Yqy6urrRwfqU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\nYGZmZmZmTfl/JAiCdmmh5GsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112ebe7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gt_overall.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pred_overall = pred_overall.ix[gt_overall.index]\n",
    "gt_overall = gt_overall.ix[pred_overall.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rmse={}\n",
    "for col in pred_overall.columns:\n",
    "    rmse[col] = np.sqrt(mean_squared_error(gt_overall[col], pred_overall[col]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111febd50>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0yPciHX+S1iUtQkaT6maIx3N8xZisujTwQOC/zGxjMxsIbEt2LhjYV4lBpLH1kNvvKml1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Ffv2Vfq4xZSH5xA98TE2PzsZ9K9xGBRuUlj8c9yO36Ynu24wlZAtWJYTb3fmi6qxpAcfhkwV2lj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\n0PA/skw+mgNSUT0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113456f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(rmse).plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
